Correntropy based nonnegative matrix factorization : algorithms and clustering applications

• Main Author: Peng, Siyuan
• Other Authors: Lin Zhiping
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/145283
• Institution: Nanyang Technological University

In this thesis, to improve existing correntropy based nonnegative matrix factorization (NMF) algorithms and develop new methods for enlarging the range and enhancing the performance in clustering tasks, three novel correntropy based NMF algorithms are proposed, which are respectively the correntrop...